Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 7209 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 844.9 KiB |
| Average record size in memory | 120.0 B |
Variable types
| Numeric | 14 |
|---|---|
| Categorical | 1 |
TIME is highly correlated with S and 13 other fields | High correlation |
S is highly correlated with TIME and 13 other fields | High correlation |
T1 is highly correlated with TIME and 13 other fields | High correlation |
T2 is highly correlated with TIME and 13 other fields | High correlation |
T3 is highly correlated with TIME and 13 other fields | High correlation |
T4 is highly correlated with TIME and 13 other fields | High correlation |
T5 is highly correlated with TIME and 13 other fields | High correlation |
T7 is highly correlated with TIME and 13 other fields | High correlation |
T8 is highly correlated with TIME and 13 other fields | High correlation |
T11 is highly correlated with TIME and 13 other fields | High correlation |
T12 is highly correlated with TIME and 13 other fields | High correlation |
T13 is highly correlated with TIME and 13 other fields | High correlation |
T14 is highly correlated with TIME and 13 other fields | High correlation |
Z is highly correlated with TIME and 13 other fields | High correlation |
T6 is highly correlated with TIME and 13 other fields | High correlation |
TIME is uniformly distributed | Uniform |
TIME has unique values | Unique |
S has 1217 (16.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-11-11 03:27:24.854337 |
|---|---|
| Analysis finished | 2022-11-11 03:27:35.527868 |
| Duration | 10.67 seconds |
| Software version | pandas-profiling v3.4.0 |
| Download configuration | config.json |
| Distinct | 7209 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 300.3333333 |
| Minimum | 0 |
|---|---|
| Maximum | 600.6666667 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 30.03333333 |
| Q1 | 150.1666667 |
| median | 300.3333333 |
| Q3 | 450.5 |
| 95-th percentile | 570.6333333 |
| Maximum | 600.6666667 |
| Range | 600.6666667 |
| Interquartile range (IQR) | 300.3333333 |
Descriptive statistics
| Standard deviation | 173.4336148 |
|---|---|
| Coefficient of variation (CV) | 0.5774704156 |
| Kurtosis | -1.2 |
| Mean | 300.3333333 |
| Median Absolute Deviation (MAD) | 150.1666667 |
| Skewness | 3.044298475 × 10-16 |
| Sum | 2165103 |
| Variance | 30079.21875 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 403.5833333 | 1 | < 0.1% |
| 401.0833333 | 1 | < 0.1% |
| 401 | 1 | < 0.1% |
| 400.9166667 | 1 | < 0.1% |
| 400.8333333 | 1 | < 0.1% |
| 400.75 | 1 | < 0.1% |
| 400.6666667 | 1 | < 0.1% |
| 400.5833333 | 1 | < 0.1% |
| 400.5 | 1 | < 0.1% |
| Other values (7199) | 7199 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.08333333333 | 1 | |
| 0.1666666667 | 1 | |
| 0.25 | 1 | |
| 0.3333333333 | 1 | |
| 0.4166666667 | 1 | |
| 0.5 | 1 | |
| 0.5833333333 | 1 | |
| 0.6666666667 | 1 | |
| 0.75 | 1 |
| Value | Count | Frequency (%) |
| 600.6666667 | 1 | |
| 600.5833333 | 1 | |
| 600.5 | 1 | |
| 600.4166667 | 1 | |
| 600.3333333 | 1 | |
| 600.25 | 1 | |
| 600.1666667 | 1 | |
| 600.0833333 | 1 | |
| 600 | 1 | |
| 599.9166667 | 1 |
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10909.92912 |
| Minimum | 0 |
|---|---|
| Maximum | 20001 |
| Zeros | 1217 |
| Zeros (%) | 16.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 8000 |
| median | 12001 |
| Q3 | 15999 |
| 95-th percentile | 19999 |
| Maximum | 20001 |
| Range | 20001 |
| Interquartile range (IQR) | 7999 |
Descriptive statistics
| Standard deviation | 5855.888521 |
|---|---|
| Coefficient of variation (CV) | 0.5367485396 |
| Kurtosis | -0.4068495776 |
| Mean | 10909.92912 |
| Median Absolute Deviation (MAD) | 3998 |
| Skewness | -0.6765456126 |
| Sum | 78649679 |
| Variance | 34291430.37 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 12001 | 1323 | |
| 0 | 1217 | |
| 15999 | 988 | |
| 14000 | 899 | |
| 9998 | 765 | |
| 8000 | 698 | |
| 18000 | 427 | 5.9% |
| 20001 | 306 | 4.2% |
| 7999 | 250 | 3.5% |
| 13999 | 217 | 3.0% |
| Other values (6) | 119 | 1.7% |
| Value | Count | Frequency (%) |
| 0 | 1217 | |
| 9 | 1 | < 0.1% |
| 7999 | 250 | 3.5% |
| 8000 | 698 | |
| 9998 | 765 | |
| 11482 | 1 | < 0.1% |
| 11608 | 1 | < 0.1% |
| 12001 | 1323 | |
| 13999 | 217 | 3.0% |
| 14000 | 899 |
| Value | Count | Frequency (%) |
| 20001 | 306 | 4.2% |
| 19999 | 98 | 1.4% |
| 18000 | 427 | 5.9% |
| 17998 | 17 | 0.2% |
| 15999 | 988 | |
| 14068 | 1 | < 0.1% |
| 14000 | 899 | |
| 13999 | 217 | 3.0% |
| 12001 | 1323 | |
| 11608 | 1 | < 0.1% |
| Distinct | 65 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.50735886 |
| Minimum | 23 |
|---|---|
| Maximum | 26.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.4 KiB |
Quantile statistics
| Minimum | 23 |
|---|---|
| 5-th percentile | 23.6 |
| Q1 | 23.9 |
| median | 24.4 |
| Q3 | 25 |
| 95-th percentile | 25.9 |
| Maximum | 26.2 |
| Range | 3.2 |
| Interquartile range (IQR) | 1.1 |
Descriptive statistics
| Standard deviation | 0.6932028994 |
|---|---|
| Coefficient of variation (CV) | 0.02828550002 |
| Kurtosis | -0.5928502996 |
| Mean | 24.50735886 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | 0.4941812632 |
| Sum | 176673.55 |
| Variance | 0.4805302598 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 24.9 | 1086 | |
| 23.9 | 852 | |
| 24.3 | 705 | |
| 24.4 | 649 | |
| 23.6 | 504 | 7.0% |
| 25.1 | 456 | 6.3% |
| 25.4 | 399 | 5.5% |
| 25.3 | 378 | 5.2% |
| 23.7 | 369 | 5.1% |
| 24 | 365 | 5.1% |
| Other values (55) | 1446 |
| Value | Count | Frequency (%) |
| 23 | 10 | 0.1% |
| 23.05 | 1 | < 0.1% |
| 23.1 | 4 | 0.1% |
| 23.15 | 1 | < 0.1% |
| 23.2 | 2 | < 0.1% |
| 23.25 | 1 | < 0.1% |
| 23.3 | 7 | 0.1% |
| 23.35 | 1 | < 0.1% |
| 23.4 | 32 | |
| 23.45 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 26.2 | 44 | 0.6% |
| 26.15 | 2 | < 0.1% |
| 26.1 | 270 | |
| 26.05 | 2 | < 0.1% |
| 26 | 38 | 0.5% |
| 25.95 | 2 | < 0.1% |
| 25.9 | 14 | 0.2% |
| 25.85 | 2 | < 0.1% |
| 25.8 | 22 | 0.3% |
| 25.75 | 2 | < 0.1% |
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.31653489 |
| Minimum | 23 |
|---|---|
| Maximum | 23.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.4 KiB |
Quantile statistics
| Minimum | 23 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 23.2 |
| median | 23.3 |
| Q3 | 23.4 |
| 95-th percentile | 23.7 |
| Maximum | 23.7 |
| Range | 0.7 |
| Interquartile range (IQR) | 0.2 |
Descriptive statistics
| Standard deviation | 0.209058537 |
|---|---|
| Coefficient of variation (CV) | 0.008966106587 |
| Kurtosis | -0.5575299173 |
| Mean | 23.31653489 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | 0.4941659988 |
| Sum | 168088.9 |
| Variance | 0.0437054719 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 23.3 | 1893 | |
| 23.2 | 1331 | |
| 23.7 | 1066 | |
| 23.4 | 861 | |
| 23.1 | 800 | |
| 23 | 727 | 10.1% |
| 23.5 | 414 | 5.7% |
| 23.6 | 117 | 1.6% |
| Value | Count | Frequency (%) |
| 23 | 727 | 10.1% |
| 23.1 | 800 | |
| 23.2 | 1331 | |
| 23.3 | 1893 | |
| 23.4 | 861 | |
| 23.5 | 414 | 5.7% |
| 23.6 | 117 | 1.6% |
| 23.7 | 1066 |
| Value | Count | Frequency (%) |
| 23.7 | 1066 | |
| 23.6 | 117 | 1.6% |
| 23.5 | 414 | 5.7% |
| 23.4 | 861 | |
| 23.3 | 1893 | |
| 23.2 | 1331 | |
| 23.1 | 800 | |
| 23 | 727 | 10.1% |
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.29747538 |
| Minimum | 23 |
|---|---|
| Maximum | 23.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.4 KiB |
Quantile statistics
| Minimum | 23 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 23.2 |
| median | 23.3 |
| Q3 | 23.4 |
| 95-th percentile | 23.7 |
| Maximum | 23.7 |
| Range | 0.7 |
| Interquartile range (IQR) | 0.2 |
Descriptive statistics
| Standard deviation | 0.2139988603 |
|---|---|
| Coefficient of variation (CV) | 0.009185495715 |
| Kurtosis | -0.39355938 |
| Mean | 23.29747538 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | 0.58558644 |
| Sum | 167951.5 |
| Variance | 0.04579551219 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 23.3 | 1722 | |
| 23.2 | 1647 | |
| 23.7 | 1109 | |
| 23 | 1102 | |
| 23.4 | 1062 | |
| 23.1 | 484 | 6.7% |
| 23.6 | 75 | 1.0% |
| 23.5 | 8 | 0.1% |
| Value | Count | Frequency (%) |
| 23 | 1102 | |
| 23.1 | 484 | 6.7% |
| 23.2 | 1647 | |
| 23.3 | 1722 | |
| 23.4 | 1062 | |
| 23.5 | 8 | 0.1% |
| 23.6 | 75 | 1.0% |
| 23.7 | 1109 |
| Value | Count | Frequency (%) |
| 23.7 | 1109 | |
| 23.6 | 75 | 1.0% |
| 23.5 | 8 | 0.1% |
| 23.4 | 1062 | |
| 23.3 | 1722 | |
| 23.2 | 1647 | |
| 23.1 | 484 | 6.7% |
| 23 | 1102 |
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.63936746 |
| Minimum | 23.1 |
|---|---|
| Maximum | 24.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.4 KiB |
Quantile statistics
| Minimum | 23.1 |
|---|---|
| 5-th percentile | 23.2 |
| Q1 | 23.4 |
| median | 23.7 |
| Q3 | 23.8 |
| 95-th percentile | 24.1 |
| Maximum | 24.1 |
| Range | 1 |
| Interquartile range (IQR) | 0.4 |
Descriptive statistics
| Standard deviation | 0.2591894637 |
|---|---|
| Coefficient of variation (CV) | 0.01096431468 |
| Kurtosis | -0.6190262733 |
| Mean | 23.63936746 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | -0.08252249767 |
| Sum | 170416.2 |
| Variance | 0.06717917808 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 23.7 | 1669 | |
| 23.8 | 1003 | |
| 23.6 | 887 | |
| 23.3 | 867 | |
| 24.1 | 659 | 9.1% |
| 23.4 | 557 | 7.7% |
| 23.5 | 467 | 6.5% |
| 23.9 | 372 | 5.2% |
| 23.2 | 261 | 3.6% |
| 24 | 257 | 3.6% |
| Value | Count | Frequency (%) |
| 23.1 | 210 | 2.9% |
| 23.2 | 261 | 3.6% |
| 23.3 | 867 | |
| 23.4 | 557 | 7.7% |
| 23.5 | 467 | 6.5% |
| 23.6 | 887 | |
| 23.7 | 1669 | |
| 23.8 | 1003 | |
| 23.9 | 372 | 5.2% |
| 24 | 257 | 3.6% |
| Value | Count | Frequency (%) |
| 24.1 | 659 | 9.1% |
| 24 | 257 | 3.6% |
| 23.9 | 372 | 5.2% |
| 23.8 | 1003 | |
| 23.7 | 1669 | |
| 23.6 | 887 | |
| 23.5 | 467 | 6.5% |
| 23.4 | 557 | 7.7% |
| 23.3 | 867 | |
| 23.2 | 261 | 3.6% |
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.5313497 |
| Minimum | 23.2 |
|---|---|
| Maximum | 23.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.4 KiB |
Quantile statistics
| Minimum | 23.2 |
|---|---|
| 5-th percentile | 23.3 |
| Q1 | 23.4 |
| median | 23.5 |
| Q3 | 23.7 |
| 95-th percentile | 23.8 |
| Maximum | 23.8 |
| Range | 0.6 |
| Interquartile range (IQR) | 0.3 |
Descriptive statistics
| Standard deviation | 0.1780610544 |
|---|---|
| Coefficient of variation (CV) | 0.007566971579 |
| Kurtosis | -1.068804667 |
| Mean | 23.5313497 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | 0.05359577082 |
| Sum | 169637.5 |
| Variance | 0.0317057391 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 23.4 | 1553 | |
| 23.5 | 1253 | |
| 23.8 | 1230 | |
| 23.6 | 1126 | |
| 23.3 | 868 | |
| 23.7 | 854 | |
| 23.2 | 325 | 4.5% |
| Value | Count | Frequency (%) |
| 23.2 | 325 | 4.5% |
| 23.3 | 868 | |
| 23.4 | 1553 | |
| 23.5 | 1253 | |
| 23.6 | 1126 | |
| 23.7 | 854 | |
| 23.8 | 1230 |
| Value | Count | Frequency (%) |
| 23.8 | 1230 | |
| 23.7 | 854 | |
| 23.6 | 1126 | |
| 23.5 | 1253 | |
| 23.4 | 1553 | |
| 23.3 | 868 | |
| 23.2 | 325 | 4.5% |
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.4 KiB |
| 23.3 | |
|---|---|
| 23.4 | |
| 23.6 | |
| 23.5 | |
| 23.7 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 28836 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 23.6 |
|---|---|
| 2nd row | 23.6 |
| 3rd row | 23.6 |
| 4th row | 23.6 |
| 5th row | 23.6 |
Common Values
| Value | Count | Frequency (%) |
| 23.3 | 2670 | |
| 23.4 | 1832 | |
| 23.6 | 1365 | |
| 23.5 | 906 | 12.6% |
| 23.7 | 436 | 6.0% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 23.3 | 2670 | |
| 23.4 | 1832 | |
| 23.6 | 1365 | |
| 23.5 | 906 | 12.6% |
| 23.7 | 436 | 6.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 9879 | |
| 2 | 7209 | |
| . | 7209 | |
| 4 | 1832 | 6.4% |
| 6 | 1365 | 4.7% |
| 5 | 906 | 3.1% |
| 7 | 436 | 1.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 21627 | |
| Other Punctuation | 7209 | 25.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 9879 | |
| 2 | 7209 | |
| 4 | 1832 | 8.5% |
| 6 | 1365 | 6.3% |
| 5 | 906 | 4.2% |
| 7 | 436 | 2.0% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 7209 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 28836 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 9879 | |
| 2 | 7209 | |
| . | 7209 | |
| 4 | 1832 | 6.4% |
| 6 | 1365 | 4.7% |
| 5 | 906 | 3.1% |
| 7 | 436 | 1.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 28836 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 9879 | |
| 2 | 7209 | |
| . | 7209 | |
| 4 | 1832 | 6.4% |
| 6 | 1365 | 4.7% |
| 5 | 906 | 3.1% |
| 7 | 436 | 1.5% |
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.20145651 |
| Minimum | 22.8 |
|---|---|
| Maximum | 23.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.4 KiB |
Quantile statistics
| Minimum | 22.8 |
|---|---|
| 5-th percentile | 22.9 |
| Q1 | 23.1 |
| median | 23.1 |
| Q3 | 23.3 |
| 95-th percentile | 23.7 |
| Maximum | 23.7 |
| Range | 0.9 |
| Interquartile range (IQR) | 0.2 |
Descriptive statistics
| Standard deviation | 0.2428485191 |
|---|---|
| Coefficient of variation (CV) | 0.01046695146 |
| Kurtosis | 0.008616794631 |
| Mean | 23.20145651 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | 0.8780342809 |
| Sum | 167259.3 |
| Variance | 0.05897540325 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 23.1 | 2094 | |
| 23.2 | 1369 | |
| 23.3 | 947 | |
| 23.7 | 932 | |
| 22.9 | 832 | 11.5% |
| 23 | 628 | 8.7% |
| 23.6 | 212 | 2.9% |
| 22.8 | 154 | 2.1% |
| 23.5 | 30 | 0.4% |
| 23.4 | 11 | 0.2% |
| Value | Count | Frequency (%) |
| 22.8 | 154 | 2.1% |
| 22.9 | 832 | 11.5% |
| 23 | 628 | 8.7% |
| 23.1 | 2094 | |
| 23.2 | 1369 | |
| 23.3 | 947 | |
| 23.4 | 11 | 0.2% |
| 23.5 | 30 | 0.4% |
| 23.6 | 212 | 2.9% |
| 23.7 | 932 |
| Value | Count | Frequency (%) |
| 23.7 | 932 | |
| 23.6 | 212 | 2.9% |
| 23.5 | 30 | 0.4% |
| 23.4 | 11 | 0.2% |
| 23.3 | 947 | |
| 23.2 | 1369 | |
| 23.1 | 2094 | |
| 23 | 628 | 8.7% |
| 22.9 | 832 | 11.5% |
| 22.8 | 154 | 2.1% |
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.37301984 |
| Minimum | 23 |
|---|---|
| Maximum | 23.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.4 KiB |
Quantile statistics
| Minimum | 23 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 23.2 |
| median | 23.4 |
| Q3 | 23.5 |
| 95-th percentile | 23.7 |
| Maximum | 23.7 |
| Range | 0.7 |
| Interquartile range (IQR) | 0.3 |
Descriptive statistics
| Standard deviation | 0.2036032103 |
|---|---|
| Coefficient of variation (CV) | 0.008711035702 |
| Kurtosis | -0.8049997203 |
| Mean | 23.37301984 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | -0.1281186659 |
| Sum | 168496.1 |
| Variance | 0.04145426723 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 23.4 | 1361 | |
| 23.2 | 1160 | |
| 23.3 | 1093 | |
| 23.5 | 1079 | |
| 23.7 | 809 | |
| 23.6 | 751 | |
| 23 | 672 | |
| 23.1 | 284 | 3.9% |
| Value | Count | Frequency (%) |
| 23 | 672 | |
| 23.1 | 284 | 3.9% |
| 23.2 | 1160 | |
| 23.3 | 1093 | |
| 23.4 | 1361 | |
| 23.5 | 1079 | |
| 23.6 | 751 | |
| 23.7 | 809 |
| Value | Count | Frequency (%) |
| 23.7 | 809 | |
| 23.6 | 751 | |
| 23.5 | 1079 | |
| 23.4 | 1361 | |
| 23.3 | 1093 | |
| 23.2 | 1160 | |
| 23.1 | 284 | 3.9% |
| 23 | 672 |
| Distinct | 43 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.99680954 |
| Minimum | 24.9 |
|---|---|
| Maximum | 27 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.4 KiB |
Quantile statistics
| Minimum | 24.9 |
|---|---|
| 5-th percentile | 25.1 |
| Q1 | 25.8 |
| median | 26 |
| Q3 | 26.3 |
| 95-th percentile | 26.7 |
| Maximum | 27 |
| Range | 2.1 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.4679387256 |
|---|---|
| Coefficient of variation (CV) | 0.01799985205 |
| Kurtosis | -0.415407724 |
| Mean | 25.99680954 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.383869902 |
| Sum | 187411 |
| Variance | 0.2189666509 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=43)
| Value | Count | Frequency (%) |
| 26 | 715 | 9.9% |
| 25.9 | 595 | 8.3% |
| 26.1 | 540 | 7.5% |
| 25.8 | 534 | 7.4% |
| 26.3 | 518 | 7.2% |
| 26.2 | 485 | 6.7% |
| 26.5 | 415 | 5.8% |
| 26.4 | 365 | 5.1% |
| 26.6 | 348 | 4.8% |
| 25.2 | 292 | 4.1% |
| Other values (33) | 2402 |
| Value | Count | Frequency (%) |
| 24.9 | 17 | 0.2% |
| 24.95 | 2 | < 0.1% |
| 25 | 199 | |
| 25.05 | 2 | < 0.1% |
| 25.1 | 276 | |
| 25.15 | 4 | 0.1% |
| 25.2 | 292 | |
| 25.25 | 4 | 0.1% |
| 25.3 | 189 | |
| 25.35 | 17 | 0.2% |
| Value | Count | Frequency (%) |
| 27 | 47 | 0.7% |
| 26.95 | 6 | 0.1% |
| 26.9 | 64 | 0.9% |
| 26.85 | 10 | 0.1% |
| 26.8 | 88 | 1.2% |
| 26.75 | 14 | 0.2% |
| 26.7 | 212 | |
| 26.65 | 20 | 0.3% |
| 26.6 | 348 | |
| 26.55 | 34 | 0.5% |
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.2521709 |
| Minimum | 22.7 |
|---|---|
| Maximum | 23.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.4 KiB |
Quantile statistics
| Minimum | 22.7 |
|---|---|
| 5-th percentile | 22.8 |
| Q1 | 23.1 |
| median | 23.2 |
| Q3 | 23.4 |
| 95-th percentile | 23.6 |
| Maximum | 23.7 |
| Range | 1 |
| Interquartile range (IQR) | 0.3 |
Descriptive statistics
| Standard deviation | 0.2306882182 |
|---|---|
| Coefficient of variation (CV) | 0.009921147546 |
| Kurtosis | -0.6635364194 |
| Mean | 23.2521709 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | -0.1266169412 |
| Sum | 167624.9 |
| Variance | 0.05321705403 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 23.2 | 1563 | |
| 23.3 | 1068 | |
| 23.1 | 905 | |
| 23.6 | 816 | |
| 23.5 | 732 | |
| 23.4 | 715 | |
| 22.9 | 587 | 8.1% |
| 22.8 | 338 | 4.7% |
| 23 | 332 | 4.6% |
| 23.7 | 125 | 1.7% |
| Value | Count | Frequency (%) |
| 22.7 | 28 | 0.4% |
| 22.8 | 338 | 4.7% |
| 22.9 | 587 | 8.1% |
| 23 | 332 | 4.6% |
| 23.1 | 905 | |
| 23.2 | 1563 | |
| 23.3 | 1068 | |
| 23.4 | 715 | |
| 23.5 | 732 | |
| 23.6 | 816 |
| Value | Count | Frequency (%) |
| 23.7 | 125 | 1.7% |
| 23.6 | 816 | |
| 23.5 | 732 | |
| 23.4 | 715 | |
| 23.3 | 1068 | |
| 23.2 | 1563 | |
| 23.1 | 905 | |
| 23 | 332 | 4.6% |
| 22.9 | 587 | 8.1% |
| 22.8 | 338 | 4.7% |
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.31733944 |
| Minimum | 22.7 |
|---|---|
| Maximum | 23.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.4 KiB |
Quantile statistics
| Minimum | 22.7 |
|---|---|
| 5-th percentile | 22.8 |
| Q1 | 23.2 |
| median | 23.4 |
| Q3 | 23.5 |
| 95-th percentile | 23.6 |
| Maximum | 23.7 |
| Range | 1 |
| Interquartile range (IQR) | 0.3 |
Descriptive statistics
| Standard deviation | 0.229138645 |
|---|---|
| Coefficient of variation (CV) | 0.009826963563 |
| Kurtosis | 0.3166809714 |
| Mean | 23.31733944 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | -0.9923869564 |
| Sum | 168094.7 |
| Variance | 0.05250451865 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 23.4 | 1755 | |
| 23.5 | 1525 | |
| 23.3 | 1420 | |
| 23.6 | 530 | 7.4% |
| 23.2 | 465 | 6.5% |
| 22.8 | 427 | 5.9% |
| 22.9 | 366 | 5.1% |
| 23.1 | 315 | 4.4% |
| 23 | 165 | 2.3% |
| 23.7 | 149 | 2.1% |
| Value | Count | Frequency (%) |
| 22.7 | 92 | 1.3% |
| 22.8 | 427 | 5.9% |
| 22.9 | 366 | 5.1% |
| 23 | 165 | 2.3% |
| 23.1 | 315 | 4.4% |
| 23.2 | 465 | 6.5% |
| 23.3 | 1420 | |
| 23.4 | 1755 | |
| 23.5 | 1525 | |
| 23.6 | 530 | 7.4% |
| Value | Count | Frequency (%) |
| 23.7 | 149 | 2.1% |
| 23.6 | 530 | 7.4% |
| 23.5 | 1525 | |
| 23.4 | 1755 | |
| 23.3 | 1420 | |
| 23.2 | 465 | 6.5% |
| 23.1 | 315 | 4.4% |
| 23 | 165 | 2.3% |
| 22.9 | 366 | 5.1% |
| 22.8 | 427 | 5.9% |
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.15530587 |
| Minimum | 22.4 |
|---|---|
| Maximum | 23.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.4 KiB |
Quantile statistics
| Minimum | 22.4 |
|---|---|
| 5-th percentile | 22.6 |
| Q1 | 23 |
| median | 23.2 |
| Q3 | 23.4 |
| 95-th percentile | 23.6 |
| Maximum | 23.7 |
| Range | 1.3 |
| Interquartile range (IQR) | 0.4 |
Descriptive statistics
| Standard deviation | 0.2936290664 |
|---|---|
| Coefficient of variation (CV) | 0.01268085458 |
| Kurtosis | -0.4815178802 |
| Mean | 23.15530587 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | -0.3281053925 |
| Sum | 166926.6 |
| Variance | 0.08621802866 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 23.2 | 1226 | |
| 23.1 | 1160 | |
| 23.5 | 804 | |
| 23 | 725 | |
| 23.4 | 670 | |
| 23.3 | 565 | |
| 22.7 | 460 | 6.4% |
| 23.6 | 363 | 5.0% |
| 22.6 | 319 | 4.4% |
| 22.8 | 308 | 4.3% |
| Other values (4) | 609 |
| Value | Count | Frequency (%) |
| 22.4 | 28 | 0.4% |
| 22.5 | 130 | 1.8% |
| 22.6 | 319 | 4.4% |
| 22.7 | 460 | 6.4% |
| 22.8 | 308 | 4.3% |
| 22.9 | 257 | 3.6% |
| 23 | 725 | |
| 23.1 | 1160 | |
| 23.2 | 1226 | |
| 23.3 | 565 |
| Value | Count | Frequency (%) |
| 23.7 | 194 | 2.7% |
| 23.6 | 363 | 5.0% |
| 23.5 | 804 | |
| 23.4 | 670 | |
| 23.3 | 565 | |
| 23.2 | 1226 | |
| 23.1 | 1160 | |
| 23 | 725 | |
| 22.9 | 257 | 3.6% |
| 22.8 | 308 | 4.3% |
| Distinct | 256 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.69295325 |
| Minimum | 0 |
|---|---|
| Maximum | 47 |
| Zeros | 10 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3.3 |
| Q1 | 12.3 |
| median | 18.3 |
| Q3 | 27.8 |
| 95-th percentile | 42.06 |
| Maximum | 47 |
| Range | 47 |
| Interquartile range (IQR) | 15.5 |
Descriptive statistics
| Standard deviation | 11.26124892 |
|---|---|
| Coefficient of variation (CV) | 0.5718415504 |
| Kurtosis | -0.4052891834 |
| Mean | 19.69295325 |
| Median Absolute Deviation (MAD) | 7.6 |
| Skewness | 0.3544731782 |
| Sum | 141966.5 |
| Variance | 126.8157273 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 24.5 | 518 | 7.2% |
| 18.3 | 387 | 5.4% |
| 25.9 | 354 | 4.9% |
| 29 | 340 | 4.7% |
| 15.2 | 283 | 3.9% |
| 3.3 | 264 | 3.7% |
| 3.3 | 261 | 3.6% |
| 15.1 | 247 | 3.4% |
| 19.4 | 218 | 3.0% |
| 12.1 | 215 | 3.0% |
| Other values (246) | 4122 |
| Value | Count | Frequency (%) |
| 0 | 10 | 0.1% |
| 0.9 | 1 | < 0.1% |
| 1.4 | 6 | 0.1% |
| 1.5 | 80 | |
| 1.8 | 4 | 0.1% |
| 1.9 | 48 | |
| 2.2 | 74 | |
| 2.3 | 22 | 0.3% |
| 2.4 | 1 | < 0.1% |
| 2.7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 47 | 22 | 0.3% |
| 46.6 | 44 | 0.6% |
| 46.5 | 2 | < 0.1% |
| 46.4 | 15 | 0.2% |
| 45.9 | 145 | |
| 45.7 | 2 | < 0.1% |
| 45.6 | 1 | < 0.1% |
| 44.8 | 86 | |
| 44.7 | 36 | 0.5% |
| 43.9 | 1 | < 0.1% |
Auto
The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| TIME | S | T1 | T2 | T3 | T4 | T5 | T6 | T7 | T8 | T11 | T12 | T13 | T14 | Z | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.000000 | 0 | 23.0 | 23.0 | 23.1 | 23.1 | 23.2 | 23.6 | 23.0 | 23.0 | 25.00 | 22.7 | 22.9 | 22.5 | 0.0 |
| 1 | 0.083333 | 0 | 23.0 | 23.0 | 23.1 | 23.1 | 23.2 | 23.6 | 23.0 | 23.0 | 25.00 | 22.7 | 22.9 | 22.5 | 0.0 |
| 2 | 0.166667 | 0 | 23.0 | 23.0 | 23.1 | 23.1 | 23.2 | 23.6 | 23.0 | 23.0 | 25.00 | 22.7 | 22.9 | 22.5 | 0.0 |
| 3 | 0.250000 | 0 | 23.0 | 23.0 | 23.1 | 23.1 | 23.2 | 23.6 | 23.0 | 23.0 | 25.00 | 22.7 | 22.9 | 22.5 | 0.0 |
| 4 | 0.333333 | 0 | 23.0 | 23.0 | 23.1 | 23.1 | 23.2 | 23.6 | 23.0 | 23.0 | 25.00 | 22.7 | 22.9 | 22.5 | 0.0 |
| 5 | 0.416667 | 11608 | 23.0 | 23.0 | 23.1 | 23.1 | 23.2 | 23.6 | 23.0 | 23.0 | 25.00 | 22.7 | 22.9 | 22.5 | 0.0 |
| 6 | 0.500000 | 12001 | 23.0 | 23.0 | 23.1 | 23.1 | 23.2 | 23.6 | 23.0 | 23.0 | 25.00 | 22.7 | 22.9 | 22.5 | 0.0 |
| 7 | 0.583333 | 12001 | 23.0 | 23.0 | 23.1 | 23.1 | 23.2 | 23.6 | 23.0 | 23.0 | 25.00 | 22.7 | 22.9 | 22.5 | 0.0 |
| 8 | 0.666667 | 12001 | 23.0 | 23.0 | 23.1 | 23.1 | 23.2 | 23.6 | 23.0 | 23.0 | 25.05 | 22.7 | 22.9 | 22.5 | 0.0 |
| 9 | 0.750000 | 12001 | 23.0 | 23.0 | 23.1 | 23.1 | 23.2 | 23.6 | 23.0 | 23.0 | 25.10 | 22.7 | 22.9 | 22.5 | 0.0 |
Last rows
| TIME | S | T1 | T2 | T3 | T4 | T5 | T6 | T7 | T8 | T11 | T12 | T13 | T14 | Z | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 7199 | 599.916667 | 0 | 23.5 | 23.6 | 23.6 | 23.7 | 23.7 | 23.7 | 23.6 | 23.6 | 25.0 | 22.8 | 22.7 | 22.4 | 1.9 |
| 7200 | 600.000000 | 0 | 23.5 | 23.6 | 23.6 | 23.7 | 23.7 | 23.7 | 23.6 | 23.6 | 25.0 | 22.8 | 22.7 | 22.4 | 1.9 |
| 7201 | 600.083333 | 0 | 23.5 | 23.6 | 23.6 | 23.7 | 23.7 | 23.7 | 23.6 | 23.6 | 25.0 | 22.8 | 22.7 | 22.4 | 1.9 |
| 7202 | 600.166667 | 0 | 23.5 | 23.6 | 23.6 | 23.7 | 23.7 | 23.7 | 23.6 | 23.6 | 25.0 | 22.8 | 22.7 | 22.4 | 1.9 |
| 7203 | 600.250000 | 0 | 23.5 | 23.6 | 23.6 | 23.7 | 23.7 | 23.7 | 23.6 | 23.6 | 25.0 | 22.8 | 22.7 | 22.4 | 1.9 |
| 7204 | 600.333333 | 0 | 23.5 | 23.6 | 23.6 | 23.7 | 23.7 | 23.7 | 23.6 | 23.6 | 25.0 | 22.8 | 22.7 | 22.4 | 1.9 |
| 7205 | 600.416667 | 0 | 23.5 | 23.6 | 23.6 | 23.7 | 23.7 | 23.7 | 23.6 | 23.6 | 25.0 | 22.8 | 22.7 | 22.4 | 1.9 |
| 7206 | 600.500000 | 0 | 23.5 | 23.6 | 23.6 | 23.7 | 23.7 | 23.7 | 23.6 | 23.6 | 25.0 | 22.8 | 22.7 | 22.4 | 1.9 |
| 7207 | 600.583333 | 0 | 23.5 | 23.6 | 23.6 | 23.7 | 23.7 | 23.7 | 23.6 | 23.6 | 25.0 | 22.8 | 22.7 | 22.4 | 1.9 |
| 7208 | 600.666667 | 0 | 23.5 | 23.6 | 23.6 | 23.7 | 23.7 | 23.7 | 23.6 | 23.6 | 25.0 | 22.8 | 22.7 | 22.4 | 1.9 |